Taxi analysis with ydata

Dataset statistics

Number of variables	11
Number of observations	19382
Missing cells	2086
Missing cells (%)	1.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	7.0 MiB
Average record size in memory	380.7 B

Variable types

Categorical	3
Numeric	7
Text	1

Alerts

`claim_status` is highly overall correlated with `video_download_count` and 3 other fields	High correlation
`video_comment_count` is highly overall correlated with `video_download_count` and 3 other fields	High correlation
`video_download_count` is highly overall correlated with `claim_status` and 4 other fields	High correlation
`video_like_count` is highly overall correlated with `claim_status` and 4 other fields	High correlation
`video_share_count` is highly overall correlated with `claim_status` and 4 other fields	High correlation
`video_view_count` is highly overall correlated with `claim_status` and 4 other fields	High correlation
`verified_status` is highly imbalanced (65.7%)	Imbalance
`claim_status` has 298 (1.5%) missing values	Missing
`video_transcription_text` has 298 (1.5%) missing values	Missing
`video_view_count` has 298 (1.5%) missing values	Missing
`video_like_count` has 298 (1.5%) missing values	Missing
`video_share_count` has 298 (1.5%) missing values	Missing
`video_download_count` has 298 (1.5%) missing values	Missing
`video_comment_count` has 298 (1.5%) missing values	Missing
`video_id` has unique values	Unique
`video_download_count` has 977 (5.0%) zeros	Zeros
`video_comment_count` has 3434 (17.7%) zeros	Zeros

Reproduction

Analysis started	2026-01-04 20:26:07.718472
Analysis finished	2026-01-04 20:26:14.708008
Duration	6.99 seconds
Software version	ydata-profiling vv4.18.0
Download configuration	config.json

claim_status
Categorical

High correlation Missing

Distinct	2
Distinct (%)	< 0.1%
Missing	298
Missing (%)	1.5%
Memory size	1.0 MiB

claim	9608
opinion	9476

Length

Max length	7
Median length	5
Mean length	5.9930832
Min length	5

Characters and Unicode

Total characters	114372
Distinct characters	8
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	claim
2nd row	claim
3rd row	claim
4th row	claim
5th row	claim

Common Values

Value	Count	Frequency (%)
claim	9608	49.6%
opinion	9476	48.9%
(Missing)	298	1.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
claim	9608	50.3%
opinion	9476	49.7%

Most occurring characters

Value	Count	Frequency (%)
i	28560	25.0%
o	18952	16.6%
n	18952	16.6%
c	9608	8.4%
a	9608	8.4%
l	9608	8.4%
m	9608	8.4%
p	9476	8.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	114372	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
i	28560	25.0%
o	18952	16.6%
n	18952	16.6%
c	9608	8.4%
a	9608	8.4%
l	9608	8.4%
m	9608	8.4%
p	9476	8.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	114372	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
i	28560	25.0%
o	18952	16.6%
n	18952	16.6%
c	9608	8.4%
a	9608	8.4%
l	9608	8.4%
m	9608	8.4%
p	9476	8.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	114372	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
i	28560	25.0%
o	18952	16.6%
n	18952	16.6%
c	9608	8.4%
a	9608	8.4%
l	9608	8.4%
m	9608	8.4%
p	9476	8.3%

video_id
Real number (ℝ)

Unique

Distinct	19382
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.6274541 × 10⁹

Minimum	1.234959 × 10⁹
Maximum	9.9998731 × 10⁹
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	151.6 KiB

Quantile statistics

Minimum	1.234959 × 10⁹
5-th percentile	1.6658012 × 10⁹
Q1	3.4304168 × 10⁹
median	5.6186636 × 10⁹
Q3	7.8439602 × 10⁹
95-th percentile	9.5670758 × 10⁹
Maximum	9.9998731 × 10⁹
Range	8.7649141 × 10⁹
Interquartile range (IQR)	4.4135434 × 10⁹

Descriptive statistics

Standard deviation	2.5364405 × 10⁹
Coefficient of variation (CV)	0.45072611
Kurtosis	-1.2013772
Mean	5.6274541 × 10⁹
Median Absolute Deviation (MAD)	2.2071921 × 10⁹
Skewness	0.0037792107
Sum	1.0907131 × 10¹⁴
Variance	6.4335302 × 10¹⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
8132759688	1	< 0.1%
7017666017	1	< 0.1%
4014381136	1	< 0.1%
9859838091	1	< 0.1%
1866847991	1	< 0.1%
7105231098	1	< 0.1%
2274424644	1	< 0.1%
5133775900	1	< 0.1%
1375304392	1	< 0.1%
9144682329	1	< 0.1%
Other values (19372)	19372	99.9%

Value	Count	Frequency (%)
1234959018	1	< 0.1%
1235937767	1	< 0.1%
1236284548	1	< 0.1%
1236594147	1	< 0.1%
1237008133	1	< 0.1%
1238480508	1	< 0.1%
1238937260	1	< 0.1%
1239698040	1	< 0.1%
1240091597	1	< 0.1%
1240349530	1	< 0.1%

Value	Count	Frequency (%)
9999873075	1	< 0.1%
9999834973	1	< 0.1%
9999715467	1	< 0.1%
9999298421	1	< 0.1%
9999160062	1	< 0.1%
9998453278	1	< 0.1%
9998375429	1	< 0.1%
9997268707	1	< 0.1%
9997060902	1	< 0.1%
9996154488	1	< 0.1%

video_duration_sec
Real number (ℝ)

Distinct	56
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	32.421732

Minimum	5
Maximum	60
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	151.6 KiB

Quantile statistics

Minimum	5
5-th percentile	7
Q1	18
median	32
Q3	47
95-th percentile	58
Maximum	60
Range	55
Interquartile range (IQR)	29

Descriptive statistics

Standard deviation	16.229967
Coefficient of variation (CV)	0.50058916
Kurtosis	-1.2108439
Mean	32.421732
Median Absolute Deviation (MAD)	14
Skewness	0.0034523581
Sum	628398
Variance	263.41183
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20	380	2.0%
6	378	2.0%
57	376	1.9%
8	373	1.9%
34	370	1.9%
16	370	1.9%
26	369	1.9%
15	367	1.9%
10	365	1.9%
52	365	1.9%
Other values (46)	15669	80.8%

Value	Count	Frequency (%)
5	337	1.7%
6	378	2.0%
7	359	1.9%
8	373	1.9%
9	319	1.6%
10	365	1.9%
11	340	1.8%
12	345	1.8%
13	352	1.8%
14	357	1.8%

Value	Count	Frequency (%)
60	349	1.8%
59	323	1.7%
58	355	1.8%
57	376	1.9%
56	343	1.8%
55	332	1.7%
54	353	1.8%
53	342	1.8%
52	365	1.9%
51	343	1.8%

video_transcription_text
Text

Missing

Distinct	19012
Distinct (%)	99.6%
Missing	298
Missing (%)	1.5%
Memory size	2.8 MiB

Length

Max length	182
Median length	153
Mean length	89.093534
Min length	31

Characters and Unicode

Total characters	1700261
Distinct characters	52
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	18940 ?
Unique (%)	99.2%

Sample

1st row	someone shared with me that drone deliveries are already happening and will become common by 2025
2nd row	someone shared with me that there are more microorganisms in one teaspoon of soil than people on the planet
3rd row	someone shared with me that american industrialist andrew carnegie had a net worth of $475 million usd, worth over $300 billion usd today
4th row	someone shared with me that the metro of st. petersburg, with an average depth of hundred meters, is the deepest metro in the world
5th row	someone shared with me that the number of businesses allowing employees to bring pets to the workplace has grown by 6% worldwide

Value	Count	Frequency (%)
that	19188	6.3%
the	19074	6.2%
a	15219	5.0%
is	10469	3.4%
in	7863	2.6%
my	7299	2.4%
of	6670	2.2%
on	5551	1.8%
to	4169	1.4%
are	3980	1.3%
Other values (1316)	207028	67.5%

Most occurring characters

Value	Count	Frequency (%)
	293662	17.3%
e	172706	10.2%
a	133223	7.8%
t	127604	7.5%
i	103191	6.1%
n	99064	5.8%
s	94411	5.6%
o	91798	5.4%
r	83088	4.9%
l	67749	4.0%
Other values (42)	433765	25.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1700261	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
	293662	17.3%
e	172706	10.2%
a	133223	7.8%
t	127604	7.5%
i	103191	6.1%
n	99064	5.8%
s	94411	5.6%
o	91798	5.4%
r	83088	4.9%
l	67749	4.0%
Other values (42)	433765	25.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1700261	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
	293662	17.3%
e	172706	10.2%
a	133223	7.8%
t	127604	7.5%
i	103191	6.1%
n	99064	5.8%
s	94411	5.6%
o	91798	5.4%
r	83088	4.9%
l	67749	4.0%
Other values (42)	433765	25.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1700261	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
	293662	17.3%
e	172706	10.2%
a	133223	7.8%
t	127604	7.5%
i	103191	6.1%
n	99064	5.8%
s	94411	5.6%
o	91798	5.4%
r	83088	4.9%
l	67749	4.0%
Other values (42)	433765	25.5%

verified_status
Categorical

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.1 MiB

not verified	18142
verified	1240

Length

Max length	12
Median length	12
Mean length	11.744092
Min length	8

Characters and Unicode

Total characters	227624
Distinct characters	10
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	not verified
2nd row	not verified
3rd row	not verified
4th row	not verified
5th row	not verified

Common Values

Value	Count	Frequency (%)
not verified	18142	93.6%
verified	1240	6.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
verified	19382	51.7%
not	18142	48.3%

Most occurring characters

Value	Count	Frequency (%)
i	38764	17.0%
e	38764	17.0%
f	19382	8.5%
d	19382	8.5%
r	19382	8.5%
v	19382	8.5%
o	18142	8.0%
n	18142	8.0%
t	18142	8.0%
	18142	8.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	227624	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
i	38764	17.0%
e	38764	17.0%
f	19382	8.5%
d	19382	8.5%
r	19382	8.5%
v	19382	8.5%
o	18142	8.0%
n	18142	8.0%
t	18142	8.0%
	18142	8.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	227624	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
i	38764	17.0%
e	38764	17.0%
f	19382	8.5%
d	19382	8.5%
r	19382	8.5%
v	19382	8.5%
o	18142	8.0%
n	18142	8.0%
t	18142	8.0%
	18142	8.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	227624	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
i	38764	17.0%
e	38764	17.0%
f	19382	8.5%
d	19382	8.5%
r	19382	8.5%
v	19382	8.5%
o	18142	8.0%
n	18142	8.0%
t	18142	8.0%
	18142	8.0%

author_ban_status
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.0 MiB

active	15663
under review	2080
banned	1639

Length

Max length	12
Median length	6
Mean length	6.6438964
Min length	6

Characters and Unicode

Total characters	128772
Distinct characters	13
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	under review
2nd row	active
3rd row	active
4th row	active
5th row	active

Common Values

Value	Count	Frequency (%)
active	15663	80.8%
under review	2080	10.7%
banned	1639	8.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
active	15663	73.0%
under	2080	9.7%
review	2080	9.7%
banned	1639	7.6%

Most occurring characters

Value	Count	Frequency (%)
e	23542	18.3%
i	17743	13.8%
v	17743	13.8%
a	17302	13.4%
t	15663	12.2%
c	15663	12.2%
n	5358	4.2%
r	4160	3.2%
d	3719	2.9%
u	2080	1.6%
Other values (3)	5799	4.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	128772	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	23542	18.3%
i	17743	13.8%
v	17743	13.8%
a	17302	13.4%
t	15663	12.2%
c	15663	12.2%
n	5358	4.2%
r	4160	3.2%
d	3719	2.9%
u	2080	1.6%
Other values (3)	5799	4.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	128772	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	23542	18.3%
i	17743	13.8%
v	17743	13.8%
a	17302	13.4%
t	15663	12.2%
c	15663	12.2%
n	5358	4.2%
r	4160	3.2%
d	3719	2.9%
u	2080	1.6%
Other values (3)	5799	4.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	128772	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	23542	18.3%
i	17743	13.8%
v	17743	13.8%
a	17302	13.4%
t	15663	12.2%
c	15663	12.2%
n	5358	4.2%
r	4160	3.2%
d	3719	2.9%
u	2080	1.6%
Other values (3)	5799	4.5%

video_view_count
Real number (ℝ)

High correlation Missing

Distinct	15632
Distinct (%)	81.9%
Missing	298
Missing (%)	1.5%
Infinite	0
Infinite (%)	0.0%
Mean	254708.56

Minimum	20
Maximum	999817
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	151.6 KiB

Quantile statistics

Minimum	20
5-th percentile	936
Q1	4942.5
median	9954.5
Q3	504327
95-th percentile	903662.8
Maximum	999817
Range	999797
Interquartile range (IQR)	499384.5

Descriptive statistics

Standard deviation	322893.28
Coefficient of variation (CV)	1.267697
Kurtosis	-0.63510685
Mean	254708.56
Median Absolute Deviation (MAD)	9829.5
Skewness	0.92846093
Sum	4.8608581 × 10⁹
Variance	1.0426007 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
7393	7	< 0.1%
2562	7	< 0.1%
3184	6	< 0.1%
4081	6	< 0.1%
2030	6	< 0.1%
8553	5	< 0.1%
8997	5	< 0.1%
7090	5	< 0.1%
2986	5	< 0.1%
831	5	< 0.1%
Other values (15622)	19027	98.2%
(Missing)	298	1.5%

Value	Count	Frequency (%)
20	2	< 0.1%
22	1	< 0.1%
23	1	< 0.1%
24	1	< 0.1%
27	1	< 0.1%
28	1	< 0.1%
29	1	< 0.1%
31	2	< 0.1%
35	1	< 0.1%
37	3	< 0.1%

Value	Count	Frequency (%)
999817	1	< 0.1%
999673	1	< 0.1%
999655	1	< 0.1%
999653	1	< 0.1%
999446	1	< 0.1%
999346	1	< 0.1%
999132	1	< 0.1%
999127	1	< 0.1%
999082	1	< 0.1%
998911	1	< 0.1%

video_like_count
Real number (ℝ)

High correlation Missing

Distinct	12224
Distinct (%)	64.1%
Missing	298
Missing (%)	1.5%
Infinite	0
Infinite (%)	0.0%
Mean	84304.636

Minimum	0
Maximum	657830
Zeros	4
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	151.6 KiB

Quantile statistics

Minimum	0
5-th percentile	83.15
Q1	810.75
median	3403.5
Q3	125020
95-th percentile	393957.3
Maximum	657830
Range	657830
Interquartile range (IQR)	124209.25

Descriptive statistics

Standard deviation	133420.55
Coefficient of variation (CV)	1.5826004
Kurtosis	2.4901651
Mean	84304.636
Median Absolute Deviation (MAD)	3365.5
Skewness	1.7868774
Sum	1.6088697 × 10⁹
Variance	1.7801042 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
32	22	0.1%
19	19	0.1%
10	18	0.1%
6	18	0.1%
9	18	0.1%
4	17	0.1%
60	17	0.1%
5	17	0.1%
12	17	0.1%
2	16	0.1%
Other values (12214)	18905	97.5%
(Missing)	298	1.5%

Value	Count	Frequency (%)
0	4	< 0.1%
1	16	0.1%
2	16	0.1%
3	16	0.1%
4	17	0.1%
5	17	0.1%
6	18	0.1%
7	13	0.1%
8	11	0.1%
9	18	0.1%

Value	Count	Frequency (%)
657830	1	< 0.1%
656243	1	< 0.1%
654588	1	< 0.1%
653561	1	< 0.1%
649695	1	< 0.1%
648101	1	< 0.1%
647236	1	< 0.1%
639877	1	< 0.1%
636812	1	< 0.1%
635335	1	< 0.1%

video_share_count
Real number (ℝ)

High correlation Missing

Distinct	9231
Distinct (%)	48.4%
Missing	298
Missing (%)	1.5%
Infinite	0
Infinite (%)	0.0%
Mean	16735.248

Minimum	0
Maximum	256130
Zeros	99
Zeros (%)	0.5%
Negative	0
Negative (%)	0.0%
Memory size	151.6 KiB

Quantile statistics

Minimum	0
5-th percentile	8
Q1	115
median	717
Q3	18222
95-th percentile	89017.5
Maximum	256130
Range	256130
Interquartile range (IQR)	18107

Descriptive statistics

Standard deviation	32036.174
Coefficient of variation (CV)	1.9142933
Kurtosis	8.3386485
Mean	16735.248
Median Absolute Deviation (MAD)	709
Skewness	2.7226563
Sum	3.1937548 × 10⁸
Variance	1.0263165 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2	147	0.8%
1	144	0.7%
3	122	0.6%
5	109	0.6%
0	99	0.5%
8	95	0.5%
4	95	0.5%
6	90	0.5%
12	76	0.4%
9	76	0.4%
Other values (9221)	18031	93.0%
(Missing)	298	1.5%

Value	Count	Frequency (%)
0	99	0.5%
1	144	0.7%
2	147	0.8%
3	122	0.6%
4	95	0.5%
5	109	0.6%
6	90	0.5%
7	72	0.4%
8	95	0.5%
9	76	0.4%

Value	Count	Frequency (%)
256130	1	< 0.1%
249672	1	< 0.1%
241010	1	< 0.1%
240154	1	< 0.1%
238004	1	< 0.1%
234618	1	< 0.1%
222848	1	< 0.1%
220745	1	< 0.1%
219917	1	< 0.1%
217265	1	< 0.1%

video_download_count
Real number (ℝ)

High correlation Missing Zeros

Distinct	4336
Distinct (%)	22.7%
Missing	298
Missing (%)	1.5%
Infinite	0
Infinite (%)	0.0%
Mean	1049.4296

Minimum	0
Maximum	14994
Zeros	977
Zeros (%)	5.0%
Negative	0
Negative (%)	0.0%
Memory size	151.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	7
median	46
Q3	1156.25
95-th percentile	5547.85
Maximum	14994
Range	14994
Interquartile range (IQR)	1149.25

Descriptive statistics

Standard deviation	2004.2999
Coefficient of variation (CV)	1.9098945
Kurtosis	8.4357775
Mean	1049.4296
Median Absolute Deviation (MAD)	46
Skewness	2.7361623
Sum	20027315
Variance	4017218.1
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	977	5.0%
1	972	5.0%
2	704	3.6%
3	634	3.3%
4	556	2.9%
5	402	2.1%
6	381	2.0%
7	315	1.6%
8	303	1.6%
9	283	1.5%
Other values (4326)	13557	69.9%
(Missing)	298	1.5%

Value	Count	Frequency (%)
0	977	5.0%
1	972	5.0%
2	704	3.6%
3	634	3.3%
4	556	2.9%
5	402	2.1%
6	381	2.0%
7	315	1.6%
8	303	1.6%
9	283	1.5%

Value	Count	Frequency (%)
14994	1	< 0.1%
14417	1	< 0.1%
14308	1	< 0.1%
14146	1	< 0.1%
14044	1	< 0.1%
13954	1	< 0.1%
13859	1	< 0.1%
13771	1	< 0.1%
13653	2	< 0.1%
13552	1	< 0.1%

video_comment_count
Real number (ℝ)

High correlation Missing Zeros

Distinct	2424
Distinct (%)	12.7%
Missing	298
Missing (%)	1.5%
Infinite	0
Infinite (%)	0.0%
Mean	349.31215

Minimum	0
Maximum	9599
Zeros	3434
Zeros (%)	17.7%
Negative	0
Negative (%)	0.0%
Memory size	151.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	9
Q3	292
95-th percentile	1921
Maximum	9599
Range	9599
Interquartile range (IQR)	291

Descriptive statistics

Standard deviation	799.63886
Coefficient of variation (CV)	2.2891814
Kurtosis	19.711106
Mean	349.31215
Median Absolute Deviation (MAD)	9
Skewness	3.8946817
Sum	6666273
Variance	639422.31
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	3434	17.7%
1	2222	11.5%
2	1097	5.7%
3	788	4.1%
4	545	2.8%
5	432	2.2%
6	320	1.7%
7	272	1.4%
8	236	1.2%
9	203	1.0%
Other values (2414)	9535	49.2%
(Missing)	298	1.5%

Value	Count	Frequency (%)
0	3434	17.7%
1	2222	11.5%
2	1097	5.7%
3	788	4.1%
4	545	2.8%
5	432	2.2%
6	320	1.7%
7	272	1.4%
8	236	1.2%
9	203	1.0%

Value	Count	Frequency (%)
9599	1	< 0.1%
8674	1	< 0.1%
8481	1	< 0.1%
8470	1	< 0.1%
7819	1	< 0.1%
7767	1	< 0.1%
7694	1	< 0.1%
7605	1	< 0.1%
7458	1	< 0.1%
7411	1	< 0.1%

	author_ban_status	claim_status	verified_status	video_comment_count	video_download_count	video_duration_sec	video_id	video_like_count	video_share_count	video_view_count
author_ban_status	1.000	0.316	0.060	0.080	0.121	0.012	0.000	0.162	0.120	0.204
claim_status	0.316	1.000	0.170	0.359	0.524	0.015	0.000	0.704	0.507	0.900
verified_status	0.060	0.170	1.000	0.059	0.091	0.000	0.007	0.118	0.077	0.152
video_comment_count	0.080	0.359	0.059	1.000	0.951	-0.006	0.006	0.900	0.857	0.835
video_download_count	0.121	0.524	0.091	0.951	1.000	0.006	0.006	0.939	0.890	0.862
video_duration_sec	0.012	0.015	0.000	-0.006	0.006	1.000	0.009	0.005	0.005	0.003
video_id	0.000	0.000	0.007	0.006	0.006	0.009	1.000	0.005	0.001	0.004
video_like_count	0.162	0.704	0.118	0.900	0.939	0.005	0.005	1.000	0.940	0.910
video_share_count	0.120	0.507	0.077	0.857	0.890	0.005	0.001	0.940	1.000	0.864
video_view_count	0.204	0.900	0.152	0.835	0.862	0.003	0.004	0.910	0.864	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

	claim_status	video_id	video_duration_sec	video_transcription_text	verified_status	author_ban_status	video_view_count	video_like_count	video_share_count	video_download_count	video_comment_count
0	claim	7017666017	59	someone shared with me that drone deliveries are already happening and will become common by 2025	not verified	under review	343296.0	19425.0	241.0	1.0	0.0
1	claim	4014381136	32	someone shared with me that there are more microorganisms in one teaspoon of soil than people on the planet	not verified	active	140877.0	77355.0	19034.0	1161.0	684.0
2	claim	9859838091	31	someone shared with me that american industrialist andrew carnegie had a net worth of $475 million usd, worth over $300 billion usd today	not verified	active	902185.0	97690.0	2858.0	833.0	329.0
3	claim	1866847991	25	someone shared with me that the metro of st. petersburg, with an average depth of hundred meters, is the deepest metro in the world	not verified	active	437506.0	239954.0	34812.0	1234.0	584.0
4	claim	7105231098	19	someone shared with me that the number of businesses allowing employees to bring pets to the workplace has grown by 6% worldwide	not verified	active	56167.0	34987.0	4110.0	547.0	152.0
5	claim	8972200955	35	someone shared with me that gross domestic product (gdp) is the best financial indicator of a country's overall trade potential	not verified	under review	336647.0	175546.0	62303.0	4293.0	1857.0
6	claim	4958886992	16	someone shared with me that elvis presley has sold more records than the music band the beatles	not verified	active	750345.0	486192.0	193911.0	8616.0	5446.0
7	claim	2270982263	41	someone shared with me that the best selling single of all time is "white christmas" by bing crosby	not verified	active	547532.0	1072.0	50.0	22.0	11.0
8	claim	5235769692	50	someone shared with me that about half of the world's population can access the web via a mobile device	not verified	active	24819.0	10160.0	1050.0	53.0	27.0
9	claim	4660861094	45	someone shared with me that it would take a 50 petabyte drive to store every written work ever created	verified	active	931587.0	171051.0	67739.0	4104.0	2540.0

	claim_status	video_id	video_duration_sec	video_transcription_text	verified_status	author_ban_status	video_view_count	video_like_count	video_share_count	video_download_count	video_comment_count
19372	NaN	5731766527	16	NaN	not verified	active	NaN	NaN	NaN	NaN	NaN
19373	NaN	5731838072	46	NaN	verified	active	NaN	NaN	NaN	NaN	NaN
19374	NaN	3559825127	42	NaN	not verified	active	NaN	NaN	NaN	NaN	NaN
19375	NaN	2159797367	45	NaN	verified	active	NaN	NaN	NaN	NaN	NaN
19376	NaN	4099538565	7	NaN	not verified	active	NaN	NaN	NaN	NaN	NaN
19377	NaN	7578226840	21	NaN	not verified	active	NaN	NaN	NaN	NaN	NaN
19378	NaN	6079236179	53	NaN	not verified	active	NaN	NaN	NaN	NaN	NaN
19379	NaN	2565539685	10	NaN	verified	under review	NaN	NaN	NaN	NaN	NaN
19380	NaN	2969178540	24	NaN	not verified	active	NaN	NaN	NaN	NaN	NaN
19381	NaN	8132759688	13	NaN	not verified	active	NaN	NaN	NaN	NaN	NaN

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Interactions

Correlations

Missing values

Sample